research_env / temp_test9.txt
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��Testing adversarial behavior...
Test 1: Repeated design_experiment
First design_experiment: reward=0.030
Second design_experiment (repeated): reward=0.000
Message: Experiment 'exp_1' designed: cnn on digits_full. U...
\nTest 2: Skipping design step (run_experiment without design)
run_experiment without design: reward=-0.020
Message: Experiment 'exp_0' not found. Available: []. Desig...
\nTest 3: Repeated invalid action
First invalid action: reward=-0.100
Second invalid action: reward=-0.100
\nTest 4: Mixed low-value sequence
read_paper: reward=0.010, cumulative=0.010
propose_hypothesis: reward=0.120, cumulative=0.130
read_paper: reward=0.010, cumulative=0.140
invalid_action: reward=-0.100, cumulative=0.040
propose_hypothesis: reward=0.130, cumulative=0.170
final_answer: reward=0.015, cumulative=0.185
Total reward for mixed sequence: 0.185
\nDebug:
repeated_penalty: 0.000 < 0.030 = True
invalid_penalty: -0.020 < 0 = True
consistent_invalid: -0.100 == -0.100 == -0.100 = True
low_total_reward: 0.185 < 0.5 = True
\nResult: PASS
Reason: Environment robustly handles invalid/adversarial actions by applying appropriate penalties